As explained in Section REF , a major contribution in the literature about single prediction explanation can be found in [1]}.
This approach is one of the most used in the context of prediction explanation, especially in the biology and medical fields like in [2]} and [3]}, [4]}, [5]}.
[1]} theorizes a category of explanation methods, named SHapley Additive exPlanations methods, and produces an interesting review of the different methods developed in this category. The authors first propose to overcome a growing problem caused by various proposals of explanation methods: when is it preferable to use one of these methods rather than another one?
